RAG: indexing & retrieval

Indexing

null

Retrieval

null

Why RAG: with vs without

Approach	What the agent reads	Input tokens (approx.)
Without RAG	~30 files	~40k
With RAG	1 /search call → ~5 chunks	~8k

TIP

See Research for the experiments behind these figures.